J∇TO: Joint Nabla Tracking Optimizer

J∇TO (Joint Nabla Tracking Optimizer) is a unified framework for multi-target tracking that integrates statistical gating via Mahalanobis distance, rigid association (Hungarian) via negative likelihood cost, joint probabilistic association (JPDA) with JPDAF update, unified association operator Aτ interpolating Hungarian↔JPDA with anti-switch temporal prior, IMM–Kalman filter, and probabilistic M/N management. It includes statistical consistency, clutter modeling, out-of-order measurements (OOSM), and online calibration of λc and λB. The result is a stable and mathematically coherent framework applicable to highly complex multi-sensor tracking systems.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-09
DOI
https://doi.org/10.5281/zenodo.17305455
Primary Topic
Dietetics, Nutrition, and Education
Type
article
Field-Weighted Citation Impact
0.00
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article

J∇TO: Joint Nabla Tracking Optimizer

Zenodo (CERN European Organization for Nuclear Research)
Dietetics, Nutrition, and Education
article

J∇TO: Joint Nabla Tracking Optimizer

article en

Abstract

J∇TO (Joint Nabla Tracking Optimizer) is a unified framework for multi-target tracking that integrates statistical gating via Mahalanobis distance, rigid association (Hungarian) via negative likelihood cost, joint probabilistic association (JPDA) with JPDAF update, unified association operator Aτ interpolating Hungarian↔JPDA with anti-switch temporal prior, IMM–Kalman filter, and probabilistic M/N management. It includes statistical consistency, clutter modeling, out-of-order measurements (OOSM), and online calibration of λc and λB. The result is a stable and mathematically coherent framework applicable to highly complex multi-sensor tracking systems.

Zenodo (CERN European Organization for Nuclear Research)
Massachusetts Institute of Technology (US)
Industry, innovation and infrastructure
Openalex Percentile: Top 40%
Dietetics, Nutrition, and Education
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